Report without correlations

Dataset statistics

Number of variables	28
Number of observations	102825
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	22.8 MiB
Average record size in memory	232.0 B

Variable types

Numeric	13
Categorical	15

Alerts

`Departure Delay in Minutes` has 58649 (57.0%) zeros	Zeros
`Arrival Delay in Minutes` has 58135 (56.5%) zeros	Zeros

Reproduction

Analysis started	2023-02-21 16:55:55.255911
Analysis finished	2023-02-21 16:56:39.829170
Duration	44.57 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

Flight Distance
Real number (ℝ)

Distinct	3798
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7025184

Minimum	3.4657359
Maximum	8.3532615
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	3.4657359
5-th percentile	5.170484
Q1	6.025866
median	6.73578
Q3	7.4593389
95-th percentile	8.1235578
Maximum	8.3532615
Range	4.8875256
Interquartile range (IQR)	1.4334729

Descriptive statistics

Standard deviation	0.9142734
Coefficient of variation (CV)	0.13640744
Kurtosis	-0.70864992
Mean	6.7025184
Median Absolute Deviation (MAD)	0.71893994
Skewness	-0.20352535
Sum	689186.45
Variance	0.83589584
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.823045895	654	0.6%
6.388561406	395	0.4%
6.003887067	390	0.4%
6.760414691	368	0.4%
7.814399634	361	0.4%
6.104793232	358	0.3%
5.468060141	350	0.3%
5.991464547	330	0.3%
5.733341277	329	0.3%
5.262690189	328	0.3%
Other values (3788)	98962	96.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.465735903	8	< 0.1%
4.043051268	8	< 0.1%
4.219507705	124	0.1%
4.304065093	58	0.1%
4.317488114	30	< 0.1%
4.343805422	1	< 0.1%
4.356708827	41	< 0.1%
4.369447852	30	< 0.1%
4.394449155	2	< 0.1%
4.418840608	7	< 0.1%

Value	Count	Frequency (%)
8.3532615	17	< 0.1%
8.294299609	11	< 0.1%
8.29404964	5	< 0.1%
8.293799609	8	< 0.1%
8.293549515	9	< 0.1%
8.293299359	8	< 0.1%
8.29304914	6	< 0.1%
8.292798858	6	< 0.1%
8.292548514	13	< 0.1%
8.292298107	6	< 0.1%

Departure Delay in Minutes
Real number (ℝ)

Distinct	214
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1928978

Minimum	0
Maximum	5.3752784
Zeros	58649
Zeros (%)	57.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.5649494
95-th percentile	4.2484952
Maximum	5.3752784
Range	5.3752784
Interquartile range (IQR)	2.5649494

Descriptive statistics

Standard deviation	1.5700364
Coefficient of variation (CV)	1.3161533
Kurtosis	-0.68160075
Mean	1.1928978
Median Absolute Deviation (MAD)	0
Skewness	0.89316516
Sum	122659.71
Variance	2.4650142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58649	57.0%
0.6931471806	2947	2.9%
1.098612289	2272	2.2%
1.386294361	2007	2.0%
1.609437912	1852	1.8%
1.791759469	1692	1.6%
1.945910149	1515	1.5%
2.079441542	1392	1.4%
2.197224577	1295	1.3%
2.302585093	1254	1.2%
Other values (204)	27950	27.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58649	57.0%
0.6931471806	2947	2.9%
1.098612289	2272	2.2%
1.386294361	2007	2.0%
1.609437912	1852	1.8%
1.791759469	1692	1.6%
1.945910149	1515	1.5%
2.079441542	1392	1.4%
2.197224577	1295	1.3%
2.302585093	1254	1.2%

Value	Count	Frequency (%)
5.375278408	1	< 0.1%
5.370638028	2	< 0.1%
5.361292166	5	< 0.1%
5.356586275	2	< 0.1%
5.351858133	2	< 0.1%
5.347107531	4	< 0.1%
5.33753808	1	< 0.1%
5.332718793	2	< 0.1%
5.327876169	3	< 0.1%
5.323009979	3	< 0.1%

Arrival Delay in Minutes
Real number (ℝ)

Distinct	320
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2252343

Minimum	0
Maximum	5.4930614
Zeros	58135
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.5649494
95-th percentile	4.2626799
Maximum	5.4930614
Range	5.4930614
Interquartile range (IQR)	2.5649494

Descriptive statistics

Standard deviation	1.5832851
Coefficient of variation (CV)	1.2922305
Kurtosis	-0.76444771
Mean	1.2252343
Median Absolute Deviation (MAD)	0
Skewness	0.84631012
Sum	125984.72
Variance	2.5067918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	58135	56.5%
0.6931471806	2211	2.2%
1.098612289	2061	2.0%
1.386294361	1952	1.9%
1.609437912	1906	1.9%
1.791759469	1657	1.6%
1.945910149	1616	1.6%
2.079441542	1481	1.4%
2.197224577	1394	1.4%
2.302585093	1264	1.2%
Other values (310)	29148	28.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	58135	56.5%
0.5437442748	116	0.1%
0.6931471806	2211	2.2%
0.9942382277	9	< 0.1%
1.098612289	2061	2.0%
1.303696515	8	< 0.1%
1.386294361	1952	1.9%
1.539681752	3	< 0.1%
1.609437912	1906	1.9%
1.730473722	9	< 0.1%

Value	Count	Frequency (%)
5.493061443	1	< 0.1%
5.472270674	1	< 0.1%
5.438079309	2	< 0.1%
5.429345629	1	< 0.1%
5.424950017	1	< 0.1%
5.420534999	1	< 0.1%
5.416100402	3	< 0.1%
5.407171771	3	< 0.1%
5.402677382	3	< 0.1%
5.393627546	6	< 0.1%

Gender_Female
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

1.0	52169
0.0	50656

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	52169	50.7%
0.0	50656	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	52169	50.7%
0.0	50656	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	153481	49.8%
.	102825	33.3%
1	52169	16.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	153481	74.6%
1	52169	25.4%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	153481	49.8%
.	102825	33.3%
1	52169	16.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	153481	49.8%
.	102825	33.3%
1	52169	16.9%

Gender_Male
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	52169
1.0	50656

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	52169	50.7%
1.0	50656	49.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	52169	50.7%
1.0	50656	49.3%

Most occurring characters

Value	Count	Frequency (%)
0	154994	50.2%
.	102825	33.3%
1	50656	16.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	154994	75.4%
1	50656	24.6%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	154994	50.2%
.	102825	33.3%
1	50656	16.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	154994	50.2%
.	102825	33.3%
1	50656	16.4%

Customer Type_Loyal Customer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

1.0	84003
0.0	18822

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	84003	81.7%
0.0	18822	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	84003	81.7%
0.0	18822	18.3%

Most occurring characters

Value	Count	Frequency (%)
0	121647	39.4%
.	102825	33.3%
1	84003	27.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	121647	59.2%
1	84003	40.8%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	121647	39.4%
.	102825	33.3%
1	84003	27.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	121647	39.4%
.	102825	33.3%
1	84003	27.2%

Customer Type_disloyal Customer
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	84003
1.0	18822

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	84003	81.7%
1.0	18822	18.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	84003	81.7%
1.0	18822	18.3%

Most occurring characters

Value	Count	Frequency (%)
0	186828	60.6%
.	102825	33.3%
1	18822	6.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	186828	90.8%
1	18822	9.2%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	186828	60.6%
.	102825	33.3%
1	18822	6.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	186828	60.6%
.	102825	33.3%
1	18822	6.1%

Type of Travel_Business travel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

1.0	70897
0.0	31928

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	70897	68.9%
0.0	31928	31.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	70897	68.9%
0.0	31928	31.1%

Most occurring characters

Value	Count	Frequency (%)
0	134753	43.7%
.	102825	33.3%
1	70897	23.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	134753	65.5%
1	70897	34.5%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	134753	43.7%
.	102825	33.3%
1	70897	23.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	134753	43.7%
.	102825	33.3%
1	70897	23.0%

Type of Travel_Personal Travel
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	70897
1.0	31928

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	70897	68.9%
1.0	31928	31.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	70897	68.9%
1.0	31928	31.1%

Most occurring characters

Value	Count	Frequency (%)
0	173722	56.3%
.	102825	33.3%
1	31928	10.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	173722	84.5%
1	31928	15.5%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	173722	56.3%
.	102825	33.3%
1	31928	10.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	173722	56.3%
.	102825	33.3%
1	31928	10.4%

Class_Business
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	53700
1.0	49125

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	53700	52.2%
1.0	49125	47.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	53700	52.2%
1.0	49125	47.8%

Most occurring characters

Value	Count	Frequency (%)
0	156525	50.7%
.	102825	33.3%
1	49125	15.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	156525	76.1%
1	49125	23.9%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	156525	50.7%
.	102825	33.3%
1	49125	15.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	156525	50.7%
.	102825	33.3%
1	49125	15.9%

Class_Eco
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	56547
1.0	46278

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	56547	55.0%
1.0	46278	45.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	56547	55.0%
1.0	46278	45.0%

Most occurring characters

Value	Count	Frequency (%)
0	159372	51.7%
.	102825	33.3%
1	46278	15.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	159372	77.5%
1	46278	22.5%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	159372	51.7%
.	102825	33.3%
1	46278	15.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	159372	51.7%
.	102825	33.3%
1	46278	15.0%

Class_Eco Plus
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

0.0	95403
1.0	7422

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	95403	92.8%
1.0	7422	7.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	95403	92.8%
1.0	7422	7.2%

Most occurring characters

Value	Count	Frequency (%)
0	198228	64.3%
.	102825	33.3%
1	7422	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	198228	96.4%
1	7422	3.6%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	198228	64.3%
.	102825	33.3%
1	7422	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	198228	64.3%
.	102825	33.3%
1	7422	2.4%

Age
Real number (ℝ)

Distinct	75
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1609159 × 10^-16

Minimum	-2.1437384
Maximum	3.0207795
Zeros	0
Zeros (%)	0.0%
Negative	50869
Negative (%)	49.5%
Memory size	1.6 MiB

Quantile statistics

Minimum	-2.1437384
5-th percentile	-1.680256
Q1	-0.81950305
median	0.041249948
Q3	0.7695794
95-th percentile	1.6303324
Maximum	3.0207795
Range	5.164518
Interquartile range (IQR)	1.5890825

Descriptive statistics

Standard deviation	1.0000049
Coefficient of variation (CV)	8.6139301 × 10¹⁵
Kurtosis	-0.71989283
Mean	1.1609159 × 10^-16
Median Absolute Deviation (MAD)	0.79454123
Skewness	-0.0047534008
Sum	1.1425527 × 10^-11
Variance	1.0000097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.02496182074	2938	2.9%
-0.9519265841	2769	2.7%
0.04124994807	2544	2.5%
0.3060970233	2462	2.4%
0.1736734857	2431	2.4%
0.1074617169	2427	2.4%
-1.150561891	2338	2.3%
0.3723087921	2319	2.3%
-1.084350122	2318	2.3%
0.5047323297	2309	2.2%
Other values (65)	77970	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2.143738423	557	0.5%
-2.077526654	634	0.6%
-2.011314885	682	0.7%
-1.945103116	670	0.7%
-1.878891347	667	0.6%
-1.812679579	630	0.6%
-1.74646781	619	0.6%
-1.680256041	701	0.7%
-1.614044272	807	0.8%
-1.547832503	884	0.9%

Value	Count	Frequency (%)
3.020779545	17	< 0.1%
2.6897207	75	0.1%
2.623508932	40	< 0.1%
2.557297163	30	< 0.1%
2.491085394	85	0.1%
2.424873625	45	< 0.1%
2.358661856	60	0.1%
2.292450088	44	< 0.1%
2.226238319	49	< 0.1%
2.16002655	198	0.2%

Inflight wifi service
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8109915

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2491096
Coefficient of variation (CV)	0.4443662
Kurtosis	-0.97438178
Mean	2.8109915
Median Absolute Deviation (MAD)	1
Skewness	0.1658865
Sum	289040.2
Variance	1.5602748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	25904	25.2%
2	25769	25.1%
4	19764	19.2%
1	17835	17.3%
5	11408	11.1%
2.6	285	0.3%
2.8	277	0.3%
2.4	231	0.2%
3.2	217	0.2%
2.2	181	0.2%
Other values (11)	954	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17835	17.3%
1.2	84	0.1%
1.4	96	0.1%
1.6	95	0.1%
1.8	135	0.1%
2	25769	25.1%
2.2	181	0.2%
2.4	231	0.2%
2.6	285	0.3%
2.8	277	0.3%

Value	Count	Frequency (%)
5	11408	11.1%
4.8	21	< 0.1%
4.6	28	< 0.1%
4.4	51	< 0.1%
4.2	37	< 0.1%
4	19764	19.2%
3.8	111	0.1%
3.6	139	0.1%
3.4	157	0.2%
3.2	217	0.2%

Departure/Arrival time convenient
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2397082

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.366745
Coefficient of variation (CV)	0.42187286
Kurtosis	-1.1704732
Mean	3.2397082
Median Absolute Deviation (MAD)	1
Skewness	-0.2726
Sum	333123
Variance	1.8679918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
4	25782	25.1%
5	22288	21.7%
3	18111	17.6%
2	17151	16.7%
1	15403	15.0%
4.2	530	0.5%
4.4	479	0.5%
3.8	424	0.4%
3.6	373	0.4%
3.2	346	0.3%
Other values (11)	1938	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	15403	15.0%
1.2	28	< 0.1%
1.4	29	< 0.1%
1.6	59	0.1%
1.8	99	0.1%
2	17151	16.7%
2.2	151	0.1%
2.4	209	0.2%
2.6	248	0.2%
2.8	263	0.3%

Value	Count	Frequency (%)
5	22288	21.7%
4.8	198	0.2%
4.6	322	0.3%
4.4	479	0.5%
4.2	530	0.5%
4	25782	25.1%
3.8	424	0.4%
3.6	373	0.4%
3.4	332	0.3%
3.2	346	0.3%

Ease of Online booking
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8720895

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2859134
Coefficient of variation (CV)	0.4477275
Kurtosis	-1.0507267
Mean	2.8720895
Median Absolute Deviation (MAD)	1
Skewness	0.12948706
Sum	295322.6
Variance	1.6535734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
3	24594	23.9%
2	24063	23.4%
4	19558	19.0%
1	17553	17.1%
5	13753	13.4%
2.8	368	0.4%
2.6	362	0.4%
3.2	325	0.3%
2.4	320	0.3%
2.2	273	0.3%
Other values (11)	1656	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17553	17.1%
1.2	191	0.2%
1.4	212	0.2%
1.6	182	0.2%
1.8	198	0.2%
2	24063	23.4%
2.2	273	0.3%
2.4	320	0.3%
2.6	362	0.4%
2.8	368	0.4%

Value	Count	Frequency (%)
5	13753	13.4%
4.8	23	< 0.1%
4.6	46	< 0.1%
4.4	61	0.1%
4.2	93	0.1%
4	19558	19.0%
3.8	198	0.2%
3.6	203	0.2%
3.4	249	0.2%
3.2	325	0.3%

Gate location
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9761089

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2777781
Coefficient of variation (CV)	0.42934519
Kurtosis	-1.0309226
Mean	2.9761089
Median Absolute Deviation (MAD)	1
Skewness	-0.057977333
Sum	306018.4
Variance	1.6327168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	28270	27.5%
4	24153	23.5%
2	19272	18.7%
1	17399	16.9%
5	13730	13.4%
3.4	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	17399	16.9%
2	19272	18.7%
3	28270	27.5%
3.4	1	< 0.1%
4	24153	23.5%
5	13730	13.4%

Value	Count	Frequency (%)
5	13730	13.4%
4	24153	23.5%
3.4	1	< 0.1%
3	28270	27.5%
2	19272	18.7%
1	17399	16.9%

Food and drink
Real number (ℝ)

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2062203

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3264098
Coefficient of variation (CV)	0.4136989
Kurtosis	-1.1589025
Mean	3.2062203
Median Absolute Deviation (MAD)	1
Skewness	-0.14573015
Sum	329679.6
Variance	1.759363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
4	24088	23.4%
5	22144	21.5%
3	22076	21.5%
2	21759	21.2%
1	12701	12.4%
2.6	8	< 0.1%
3.2	8	< 0.1%
2.4	8	< 0.1%
1.2	5	< 0.1%
2.2	5	< 0.1%
Other values (10)	23	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12701	12.4%
1.2	5	< 0.1%
1.4	1	< 0.1%
1.6	2	< 0.1%
1.8	1	< 0.1%
2	21759	21.2%
2.2	5	< 0.1%
2.4	8	< 0.1%
2.6	8	< 0.1%
2.8	4	< 0.1%

Value	Count	Frequency (%)
5	22144	21.5%
4.6	3	< 0.1%
4.4	3	< 0.1%
4.2	1	< 0.1%
4	24088	23.4%
3.8	4	< 0.1%
3.6	2	< 0.1%
3.4	2	< 0.1%
3.2	8	< 0.1%
3	22076	21.5%

Online boarding
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3130756

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3.4
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2629614
Coefficient of variation (CV)	0.38120512
Kurtosis	-0.95459125
Mean	3.3130756
Median Absolute Deviation (MAD)	0.6
Skewness	-0.32158953
Sum	340667
Variance	1.5950715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
4	30547	29.7%
3	21837	21.2%
5	20479	19.9%
2	17483	17.0%
1	10629	10.3%
2.6	210	0.2%
2.8	192	0.2%
2.4	188	0.2%
3.2	170	0.2%
3.4	170	0.2%
Other values (11)	920	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10629	10.3%
1.2	122	0.1%
1.4	117	0.1%
1.6	94	0.1%
1.8	105	0.1%
2	17483	17.0%
2.2	134	0.1%
2.4	188	0.2%
2.6	210	0.2%
2.8	192	0.2%

Value	Count	Frequency (%)
5	20479	19.9%
4.8	16	< 0.1%
4.6	27	< 0.1%
4.4	31	< 0.1%
4.2	61	0.1%
4	30547	29.7%
3.8	82	0.1%
3.6	131	0.1%
3.4	170	0.2%
3.2	170	0.2%

Seat comfort
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

4.0	31470
5.0	26214
3.0	18497
2.0	14721
1.0	11923

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5.0
2nd row	1.0
3rd row	5.0
4th row	2.0
5th row	5.0

Common Values

Value	Count	Frequency (%)
4.0	31470	30.6%
5.0	26214	25.5%
3.0	18497	18.0%
2.0	14721	14.3%
1.0	11923	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	31470	30.6%
5.0	26214	25.5%
3.0	18497	18.0%
2.0	14721	14.3%
1.0	11923	11.6%

Most occurring characters

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	31470	10.2%
5	26214	8.5%
3	18497	6.0%
2	14721	4.8%
1	11923	3.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	102825	50.0%
4	31470	15.3%
5	26214	12.7%
3	18497	9.0%
2	14721	7.2%
1	11923	5.8%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	31470	10.2%
5	26214	8.5%
3	18497	6.0%
2	14721	4.8%
1	11923	3.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	31470	10.2%
5	26214	8.5%
3	18497	6.0%
2	14721	4.8%
1	11923	3.9%

Inflight entertainment
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3601323

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3330517
Coefficient of variation (CV)	0.39672596
Kurtosis	-1.0637003
Mean	3.3601323
Median Absolute Deviation (MAD)	1
Skewness	-0.36566781
Sum	345505.6
Variance	1.7770268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4	29144	28.3%
5	25021	24.3%
3	18831	18.3%
2	17486	17.0%
1	12334	12.0%
2.8	2	< 0.1%
3.8	2	< 0.1%
3.6	1	< 0.1%
3.4	1	< 0.1%
2.4	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	12334	12.0%
1.2	1	< 0.1%
1.8	1	< 0.1%
2	17486	17.0%
2.4	1	< 0.1%
2.8	2	< 0.1%
3	18831	18.3%
3.4	1	< 0.1%
3.6	1	< 0.1%
3.8	2	< 0.1%

Value	Count	Frequency (%)
5	25021	24.3%
4	29144	28.3%
3.8	2	< 0.1%
3.6	1	< 0.1%
3.4	1	< 0.1%
3	18831	18.3%
2.8	2	< 0.1%
2.4	1	< 0.1%
2	17486	17.0%
1.8	1	< 0.1%

On-board service
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

4.0	30637
5.0	23425
3.0	22579
2.0	14448
1.0	11736

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	1.0
3rd row	4.0
4th row	2.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
4.0	30637	29.8%
5.0	23425	22.8%
3.0	22579	22.0%
2.0	14448	14.1%
1.0	11736	11.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	30637	29.8%
5.0	23425	22.8%
3.0	22579	22.0%
2.0	14448	14.1%
1.0	11736	11.4%

Most occurring characters

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	30637	9.9%
5	23425	7.6%
3	22579	7.3%
2	14448	4.7%
1	11736	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	102825	50.0%
4	30637	14.9%
5	23425	11.4%
3	22579	11.0%
2	14448	7.0%
1	11736	5.7%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	30637	9.9%
5	23425	7.6%
3	22579	7.3%
2	14448	4.7%
1	11736	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	30637	9.9%
5	23425	7.6%
3	22579	7.3%
2	14448	4.7%
1	11736	3.8%

Leg room service
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.359751

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3000372
Coefficient of variation (CV)	0.38694451
Kurtosis	-1.0608949
Mean	3.359751
Median Absolute Deviation (MAD)	1
Skewness	-0.31405754
Sum	345466.4
Variance	1.6900967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
4	28406	27.6%
5	24406	23.7%
3	19875	19.3%
2	19459	18.9%
1	10320	10.0%
2.4	38	< 0.1%
2.6	37	< 0.1%
2.2	37	< 0.1%
2.8	34	< 0.1%
1.8	33	< 0.1%
Other values (11)	180	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10320	10.0%
1.2	17	< 0.1%
1.4	22	< 0.1%
1.6	21	< 0.1%
1.8	33	< 0.1%
2	19459	18.9%
2.2	37	< 0.1%
2.4	38	< 0.1%
2.6	37	< 0.1%
2.8	34	< 0.1%

Value	Count	Frequency (%)
5	24406	23.7%
4.8	4	< 0.1%
4.6	3	< 0.1%
4.4	6	< 0.1%
4.2	11	< 0.1%
4	28406	27.6%
3.8	24	< 0.1%
3.6	20	< 0.1%
3.4	30	< 0.1%
3.2	22	< 0.1%

Baggage handling
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

4.0	36962
5.0	26849
3.0	20401
2.0	11420
1.0	7193

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	3.0
3rd row	4.0
4th row	3.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	36962	35.9%
5.0	26849	26.1%
3.0	20401	19.8%
2.0	11420	11.1%
1.0	7193	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	36962	35.9%
5.0	26849	26.1%
3.0	20401	19.8%
2.0	11420	11.1%
1.0	7193	7.0%

Most occurring characters

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	36962	12.0%
5	26849	8.7%
3	20401	6.6%
2	11420	3.7%
1	7193	2.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	102825	50.0%
4	36962	18.0%
5	26849	13.1%
3	20401	9.9%
2	11420	5.6%
1	7193	3.5%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	36962	12.0%
5	26849	8.7%
3	20401	6.6%
2	11420	3.7%
1	7193	2.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	36962	12.0%
5	26849	8.7%
3	20401	6.6%
2	11420	3.7%
1	7193	2.3%

Checkin service
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

4.0	28761
3.0	28248
5.0	20362
1.0	12737
2.0	12717

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4.0
2nd row	1.0
3rd row	4.0
4th row	1.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
4.0	28761	28.0%
3.0	28248	27.5%
5.0	20362	19.8%
1.0	12737	12.4%
2.0	12717	12.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	28761	28.0%
3.0	28248	27.5%
5.0	20362	19.8%
1.0	12737	12.4%
2.0	12717	12.4%

Most occurring characters

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	28761	9.3%
3	28248	9.2%
5	20362	6.6%
1	12737	4.1%
2	12717	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	102825	50.0%
4	28761	14.0%
3	28248	13.7%
5	20362	9.9%
1	12737	6.2%
2	12717	6.2%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	28761	9.3%
3	28248	9.2%
5	20362	6.6%
1	12737	4.1%
2	12717	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	28761	9.3%
3	28248	9.2%
5	20362	6.6%
1	12737	4.1%
2	12717	4.1%

Inflight service
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

4.0	37676
5.0	26922
3.0	19977
2.0	11314
1.0	6936

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	308475
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5.0
2nd row	4.0
3rd row	4.0
4th row	4.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
4.0	37676	36.6%
5.0	26922	26.2%
3.0	19977	19.4%
2.0	11314	11.0%
1.0	6936	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	37676	36.6%
5.0	26922	26.2%
3.0	19977	19.4%
2.0	11314	11.0%
1.0	6936	6.7%

Most occurring characters

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	37676	12.2%
5	26922	8.7%
3	19977	6.5%
2	11314	3.7%
1	6936	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	205650	66.7%
Other Punctuation	102825	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	102825	50.0%
4	37676	18.3%
5	26922	13.1%
3	19977	9.7%
2	11314	5.5%
1	6936	3.4%

Other Punctuation

Value	Count	Frequency (%)
.	102825	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	308475	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	37676	12.2%
5	26922	8.7%
3	19977	6.5%
2	11314	3.7%
1	6936	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	308475	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	102825	33.3%
0	102825	33.3%
4	37676	12.2%
5	26922	8.7%
3	19977	6.5%
2	11314	3.7%
1	6936	2.2%

Cleanliness
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2864692

Minimum	1
Maximum	5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3112847
Coefficient of variation (CV)	0.39899498
Kurtosis	-1.0128222
Mean	3.2864692
Median Absolute Deviation (MAD)	1
Skewness	-0.29899112
Sum	337931.2
Variance	1.7194677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
4	26885	26.1%
3	24377	23.7%
5	22432	21.8%
2	15956	15.5%
1	13166	12.8%
2.4	2	< 0.1%
3.2	2	< 0.1%
2.8	1	< 0.1%
3.6	1	< 0.1%
1.6	1	< 0.1%
Other values (2)	2	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	13166	12.8%
1.2	1	< 0.1%
1.6	1	< 0.1%
1.8	1	< 0.1%
2	15956	15.5%
2.4	2	< 0.1%
2.8	1	< 0.1%
3	24377	23.7%
3.2	2	< 0.1%
3.6	1	< 0.1%

Value	Count	Frequency (%)
5	22432	21.8%
4	26885	26.1%
3.6	1	< 0.1%
3.2	2	< 0.1%
3	24377	23.7%
2.8	1	< 0.1%
2.4	2	< 0.1%
2	15956	15.5%
1.8	1	< 0.1%
1.6	1	< 0.1%

satisfaction
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.6 MiB

neutral or dissatisfied	58226
satisfied	44599

Length

Max length	23
Median length	23
Mean length	16.927683
Min length	9

Characters and Unicode

Total characters	1740589
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	neutral or dissatisfied
2nd row	neutral or dissatisfied
3rd row	satisfied
4th row	neutral or dissatisfied
5th row	satisfied

Common Values

Value	Count	Frequency (%)
neutral or dissatisfied	58226	56.6%
satisfied	44599	43.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
neutral	58226	26.6%
or	58226	26.6%
dissatisfied	58226	26.6%
satisfied	44599	20.3%

Most occurring characters

Value	Count	Frequency (%)
i	263876	15.2%
s	263876	15.2%
e	161051	9.3%
t	161051	9.3%
a	161051	9.3%
d	161051	9.3%
r	116452	6.7%
	116452	6.7%
f	102825	5.9%
n	58226	3.3%
Other values (3)	174678	10.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1624137	93.3%
Space Separator	116452	6.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	263876	16.2%
s	263876	16.2%
e	161051	9.9%
t	161051	9.9%
a	161051	9.9%
d	161051	9.9%
r	116452	7.2%
f	102825	6.3%
n	58226	3.6%
u	58226	3.6%
Other values (2)	116452	7.2%

Space Separator

Value	Count	Frequency (%)
	116452	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1624137	93.3%
Common	116452	6.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	263876	16.2%
s	263876	16.2%
e	161051	9.9%
t	161051	9.9%
a	161051	9.9%
d	161051	9.9%
r	116452	7.2%
f	102825	6.3%
n	58226	3.6%
u	58226	3.6%
Other values (2)	116452	7.2%

Common

Value	Count	Frequency (%)
	116452	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1740589	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	263876	15.2%
s	263876	15.2%
e	161051	9.3%
t	161051	9.3%
a	161051	9.3%
d	161051	9.3%
r	116452	6.7%
	116452	6.7%
f	102825	5.9%
n	58226	3.3%
Other values (3)	174678	10.0%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Flight Distance	Departure Delay in Minutes	Arrival Delay in Minutes	Gender_Female	Gender_Male	Customer Type_Loyal Customer	Customer Type_disloyal Customer	Type of Travel_Business travel	Type of Travel_Personal Travel	Class_Business	Class_Eco	Class_Eco Plus	Age	Inflight wifi service	Departure/Arrival time convenient	Ease of Online booking	Gate location	Food and drink	Online boarding	Seat comfort	Inflight entertainment	On-board service	Leg room service	Baggage handling	Checkin service	Inflight service	Cleanliness	satisfaction
0	6.133398	3.258097	2.944439	0.0	1.0	1.0	0.0	0.0	1.0	0.0	0.0	1.0	-1.746468	3.0	4.0	3.0	1.0	5.0	3.0	5.0	5.0	4.0	3.0	4.0	4.0	5.0	5.0	neutral or dissatisfied
1	5.463832	0.693147	1.94591	0.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	-0.951927	3.0	2.0	3.0	3.0	1.0	3.0	1.0	1.0	1.0	5.0	3.0	1.0	4.0	1.0	neutral or dissatisfied
2	7.041412	0.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	-0.885715	2.0	2.0	2.0	2.0	5.0	5.0	5.0	5.0	4.0	3.0	4.0	4.0	4.0	5.0	satisfied
3	6.33328	2.484907	2.302585	1.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	-0.951927	2.0	5.0	5.0	5.0	2.0	2.0	2.0	2.0	2.0	5.0	3.0	1.0	4.0	2.0	neutral or dissatisfied
4	5.370638	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	1.431697	3.0	3.0	3.0	3.0	4.0	5.0	5.0	3.0	3.0	4.0	4.0	3.0	3.0	3.0	satisfied
5	7.074117	0.0	0.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	-0.885715	3.0	4.0	2.0	1.0	1.0	2.0	1.0	1.0	3.0	4.0	4.0	4.0	4.0	1.0	neutral or dissatisfied
6	7.152269	2.302585	3.178054	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.0	0.504732	2.0	4.0	2.0	3.0	2.0	2.0	2.0	2.0	3.0	3.0	4.0	3.0	5.0	2.0	neutral or dissatisfied
7	7.618742	1.609438	0.0	1.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	0.835791	4.0	3.0	4.0	4.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	4.0	5.0	4.0	satisfied
8	6.749931	0.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	0.0	0.107462	1.0	2.0	2.0	2.0	4.0	3.0	3.0	1.0	1.0	2.0	1.0	4.0	1.0	2.0	neutral or dissatisfied
9	6.967909	0.0	0.0	0.0	1.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	-1.282985	3.0	3.0	3.0	4.0	2.0	3.0	3.0	2.0	2.0	3.0	4.0	4.0	3.0	2.0	neutral or dissatisfied

	Flight Distance	Departure Delay in Minutes	Arrival Delay in Minutes	Gender_Female	Gender_Male	Customer Type_Loyal Customer	Customer Type_disloyal Customer	Type of Travel_Business travel	Type of Travel_Personal Travel	Class_Business	Class_Eco	Age	Inflight wifi service	Departure/Arrival time convenient	Ease of Online booking	Gate location	Food and drink	Online boarding	Seat comfort	Inflight entertainment	On-board service	Leg room service	Baggage handling	Checkin service	Inflight service	Cleanliness	satisfaction
103894	6.569481	2.890372	3.295837	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	-0.885715	4.0	4.0	4.0	4.0	5.0	5.0	5.0	5.0	3.0	4.0	4.0	3.0	4.0	5.0	satisfied
103895	6.962243	2.639057	2.397895	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	-1.018138	1.0	1.0	1.0	2.0	1.0	1.0	1.0	1.0	3.0	3.0	5.0	5.0	4.0	1.0	neutral or dissatisfied
103896	6.766192	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	0.0	1.0	1.16685	4.0	5.0	5.0	5.0	4.0	4.0	4.0	4.0	3.0	4.0	3.0	1.0	3.0	4.0	neutral or dissatisfied
103897	7.377759	2.302585	2.079442	1.0	0.0	1.0	0.0	1.0	0.0	1.0	0.0	1.365485	5.0	5.0	5.0	5.0	5.0	5.0	4.0	4.0	4.0	4.0	4.0	4.0	4.0	4.0	satisfied
103898	7.390799	0.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	0.0	1.0	0.703368	3.0	1.0	3.0	4.0	2.0	3.0	2.0	2.0	4.0	3.0	4.0	2.0	4.0	2.0	neutral or dissatisfied
103899	5.26269	1.386294	0.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	-1.08435	2.0	1.0	2.0	3.0	2.0	2.0	2.0	2.0	3.0	1.0	4.0	2.0	3.0	2.0	neutral or dissatisfied
103900	7.761319	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	0.637156	4.0	4.0	4.0	4.0	2.0	4.0	5.0	5.0	5.0	5.0	5.0	5.0	5.0	4.0	satisfied
103901	7.5989	2.079442	2.70805	0.0	1.0	0.0	1.0	1.0	0.0	1.0	0.0	-0.620868	1.0	1.0	1.0	3.0	4.0	1.0	5.0	4.0	3.0	2.0	4.0	5.0	5.0	4.0	neutral or dissatisfied
103902	6.908755	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	1.0	-1.150562	1.0	1.0	1.0	5.0	1.0	1.0	1.0	1.0	4.0	5.0	1.0	5.0	4.0	1.0	neutral or dissatisfied
103903	7.452402	0.0	0.0	0.0	1.0	1.0	0.0	1.0	0.0	1.0	0.0	-0.819503	1.0	3.0	3.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	4.0	4.0	3.0	1.0	neutral or dissatisfied

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation